Overview
Brought to you by YData
Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 100000 |
| Missing cells | 666814 |
| Missing cells (%) | 35.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 15.3 MiB |
| Average record size in memory | 160.0 B |
Variable types
| Text | 2 |
|---|---|
| Categorical | 3 |
| Numeric | 13 |
| Boolean | 1 |
MRG has constant value "False" | Constant |
ARPU_SEGMENT is highly overall correlated with FREQUENCE and 7 other fields | High correlation |
CHURN is highly overall correlated with REGULARITY | High correlation |
FREQUENCE is highly overall correlated with ARPU_SEGMENT and 6 other fields | High correlation |
FREQUENCE_RECH is highly overall correlated with ARPU_SEGMENT and 6 other fields | High correlation |
FREQ_TOP_PACK is highly overall correlated with ARPU_SEGMENT and 6 other fields | High correlation |
MONTANT is highly overall correlated with ARPU_SEGMENT and 7 other fields | High correlation |
ON_NET is highly overall correlated with ARPU_SEGMENT and 4 other fields | High correlation |
ORANGE is highly overall correlated with ARPU_SEGMENT and 6 other fields | High correlation |
REGULARITY is highly overall correlated with ARPU_SEGMENT and 7 other fields | High correlation |
REVENUE is highly overall correlated with ARPU_SEGMENT and 7 other fields | High correlation |
TENURE is highly imbalanced (86.3%) | Imbalance |
REGION has 39388 (39.4%) missing values | Missing |
MONTANT has 35036 (35.0%) missing values | Missing |
FREQUENCE_RECH has 35036 (35.0%) missing values | Missing |
REVENUE has 33688 (33.7%) missing values | Missing |
ARPU_SEGMENT has 33688 (33.7%) missing values | Missing |
FREQUENCE has 33688 (33.7%) missing values | Missing |
DATA_VOLUME has 49213 (49.2%) missing values | Missing |
ON_NET has 36402 (36.4%) missing values | Missing |
ORANGE has 41466 (41.5%) missing values | Missing |
TIGO has 59684 (59.7%) missing values | Missing |
ZONE1 has 92192 (92.2%) missing values | Missing |
ZONE2 has 93709 (93.7%) missing values | Missing |
TOP_PACK has 41812 (41.8%) missing values | Missing |
FREQ_TOP_PACK has 41812 (41.8%) missing values | Missing |
DATA_VOLUME is highly skewed (γ1 = 24.68954921) | Skewed |
ZONE2 is highly skewed (γ1 = 22.23567431) | Skewed |
user_id has unique values | Unique |
DATA_VOLUME has 14885 (14.9%) zeros | Zeros |
ON_NET has 4926 (4.9%) zeros | Zeros |
ORANGE has 2917 (2.9%) zeros | Zeros |
TIGO has 4446 (4.4%) zeros | Zeros |
ZONE1 has 2847 (2.8%) zeros | Zeros |
ZONE2 has 1909 (1.9%) zeros | Zeros |
Reproduction
| Analysis started | 2025-11-19 07:06:24.156757 |
|---|---|
| Analysis finished | 2025-11-19 07:07:05.491524 |
| Duration | 41.33 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
user_id
Text
Unique
| Distinct | 100000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 MiB |
Length
| Max length | 40 |
|---|---|
| Median length | 40 |
| Mean length | 40 |
| Min length | 40 |
Unique
| Unique | 100000 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 4361fb4fad11445ce7ec1ee054f41de5deba6fef |
|---|---|
| 2nd row | 49c7c0d15acb8c92f9f4d8d3342385e996a9d292 |
| 3rd row | 23b4832c1ebee58bfdd2cc0c3886523d93f03c97 |
| 4th row | 7d0e2093cc4ca7fa9c50d68b539922a26a85306e |
| 5th row | 3eac0fdfcf454d2857f26b6d41479033b7bb7366 |
| Value | Count | Frequency (%) |
| ac8b59acbf82e9b46c790be8c14886b504d1e1bf | 1 | < 0.1% |
| 2dd213c18d122ee0530c942762dc097b0bc89ea6 | 1 | < 0.1% |
| 60b73fc88e360b1f8641ccf32f75dc019080d2ba | 1 | < 0.1% |
| c521ee8f2fd3bee1bb74543e2b89713352e50fd9 | 1 | < 0.1% |
| 7bea0b27bc9be8dcd57ea03187cbf3b3b96ae5b5 | 1 | < 0.1% |
| fe00ea2f1e42db1003b5d191059658e294383752 | 1 | < 0.1% |
| c3aab75c6b7be051c7cd6582e9b484101644f548 | 1 | < 0.1% |
| 64243eae2e904f8dc20a60a744cb885d94540257 | 1 | < 0.1% |
| 22615e522724aafb81ca67e11643c102e682f740 | 1 | < 0.1% |
| c6452d84050d34261da482c4d2d4dba71a67a795 | 1 | < 0.1% |
| Other values (99990) | 99990 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 251280 | 6.3% |
| d | 250555 | 6.3% |
| 6 | 250417 | 6.3% |
| 0 | 250259 | 6.3% |
| 7 | 250232 | 6.3% |
| 9 | 250033 | 6.3% |
| a | 250028 | 6.3% |
| 3 | 249980 | 6.2% |
| 8 | 249951 | 6.2% |
| c | 249903 | 6.2% |
| Other values (6) | 1497362 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4000000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 251280 | 6.3% |
| d | 250555 | 6.3% |
| 6 | 250417 | 6.3% |
| 0 | 250259 | 6.3% |
| 7 | 250232 | 6.3% |
| 9 | 250033 | 6.3% |
| a | 250028 | 6.3% |
| 3 | 249980 | 6.2% |
| 8 | 249951 | 6.2% |
| c | 249903 | 6.2% |
| Other values (6) | 1497362 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4000000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 251280 | 6.3% |
| d | 250555 | 6.3% |
| 6 | 250417 | 6.3% |
| 0 | 250259 | 6.3% |
| 7 | 250232 | 6.3% |
| 9 | 250033 | 6.3% |
| a | 250028 | 6.3% |
| 3 | 249980 | 6.2% |
| 8 | 249951 | 6.2% |
| c | 249903 | 6.2% |
| Other values (6) | 1497362 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4000000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 251280 | 6.3% |
| d | 250555 | 6.3% |
| 6 | 250417 | 6.3% |
| 0 | 250259 | 6.3% |
| 7 | 250232 | 6.3% |
| 9 | 250033 | 6.3% |
| a | 250028 | 6.3% |
| 3 | 249980 | 6.2% |
| 8 | 249951 | 6.2% |
| c | 249903 | 6.2% |
| Other values (6) | 1497362 |
REGION
Categorical
Missing
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 39388 |
| Missing (%) | 39.4% |
| Memory size | 1.5 MiB |
| DAKAR | |
|---|---|
| THIES | |
| SAINT-LOUIS | |
| LOUGA | |
| KAOLACK | |
| Other values (9) |
Length
| Max length | 11 |
|---|---|
| Median length | 5 |
| Mean length | 6.3163565 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | DAKAR |
|---|---|
| 2nd row | SAINT-LOUIS |
| 3rd row | KOLDA |
| 4th row | TAMBACOUNDA |
| 5th row | DAKAR |
Common Values
| Value | Count | Frequency (%) |
| DAKAR | 23678 | |
| THIES | 8445 | 8.4% |
| SAINT-LOUIS | 5468 | 5.5% |
| LOUGA | 4749 | 4.7% |
| KAOLACK | 4478 | 4.5% |
| DIOURBEL | 3180 | 3.2% |
| TAMBACOUNDA | 2524 | 2.5% |
| KAFFRINE | 2064 | 2.1% |
| KOLDA | 1849 | 1.8% |
| FATICK | 1637 | 1.6% |
| Other values (4) | 2540 | 2.5% |
| (Missing) | 39388 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| dakar | 23678 | |
| thies | 8445 | 13.9% |
| saint-louis | 5468 | 9.0% |
| louga | 4749 | 7.8% |
| kaolack | 4478 | 7.4% |
| diourbel | 3180 | 5.2% |
| tambacounda | 2524 | 4.2% |
| kaffrine | 2064 | 3.4% |
| kolda | 1849 | 3.1% |
| fatick | 1637 | 2.7% |
| Other values (4) | 2540 | 4.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 82341 | |
| K | 38232 | |
| D | 31402 | 8.2% |
| R | 29946 | 7.8% |
| I | 28433 | 7.4% |
| O | 23491 | 6.1% |
| L | 19724 | 5.2% |
| S | 19504 | 5.1% |
| T | 19419 | 5.1% |
| U | 17164 | 4.5% |
| Other values (10) | 73191 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 382847 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 82341 | |
| K | 38232 | |
| D | 31402 | 8.2% |
| R | 29946 | 7.8% |
| I | 28433 | 7.4% |
| O | 23491 | 6.1% |
| L | 19724 | 5.2% |
| S | 19504 | 5.1% |
| T | 19419 | 5.1% |
| U | 17164 | 4.5% |
| Other values (10) | 73191 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 382847 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 82341 | |
| K | 38232 | |
| D | 31402 | 8.2% |
| R | 29946 | 7.8% |
| I | 28433 | 7.4% |
| O | 23491 | 6.1% |
| L | 19724 | 5.2% |
| S | 19504 | 5.1% |
| T | 19419 | 5.1% |
| U | 17164 | 4.5% |
| Other values (10) | 73191 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 382847 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 82341 | |
| K | 38232 | |
| D | 31402 | 8.2% |
| R | 29946 | 7.8% |
| I | 28433 | 7.4% |
| O | 23491 | 6.1% |
| L | 19724 | 5.2% |
| S | 19504 | 5.1% |
| T | 19419 | 5.1% |
| U | 17164 | 4.5% |
| Other values (10) | 73191 |
TENURE
Categorical
Imbalance
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 MiB |
| K > 24 month | |
|---|---|
| I 18-21 month | 2154 |
| H 15-18 month | 1244 |
| G 12-15 month | 707 |
| J 21-24 month | 627 |
| Other values (3) | 515 |
Length
| Max length | 13 |
|---|---|
| Median length | 12 |
| Mean length | 12.04625 |
| Min length | 11 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | K > 24 month |
|---|---|
| 2nd row | K > 24 month |
| 3rd row | K > 24 month |
| 4th row | K > 24 month |
| 5th row | K > 24 month |
Common Values
| Value | Count | Frequency (%) |
| K > 24 month | 94753 | |
| I 18-21 month | 2154 | 2.2% |
| H 15-18 month | 1244 | 1.2% |
| G 12-15 month | 707 | 0.7% |
| J 21-24 month | 627 | 0.6% |
| F 9-12 month | 408 | 0.4% |
| E 6-9 month | 71 | 0.1% |
| D 3-6 month | 36 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| month | 100000 | |
| k | 94753 | |
| 94753 | ||
| 24 | 94753 | |
| i | 2154 | 0.5% |
| 18-21 | 2154 | 0.5% |
| h | 1244 | 0.3% |
| 15-18 | 1244 | 0.3% |
| g | 707 | 0.2% |
| 12-15 | 707 | 0.2% |
| Other values (8) | 2284 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 294753 | ||
| n | 100000 | 8.3% |
| o | 100000 | 8.3% |
| m | 100000 | 8.3% |
| h | 100000 | 8.3% |
| t | 100000 | 8.3% |
| 2 | 99276 | 8.2% |
| 4 | 95380 | 7.9% |
| K | 94753 | 7.9% |
| > | 94753 | 7.9% |
| Other values (14) | 25710 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1204625 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 294753 | ||
| n | 100000 | 8.3% |
| o | 100000 | 8.3% |
| m | 100000 | 8.3% |
| h | 100000 | 8.3% |
| t | 100000 | 8.3% |
| 2 | 99276 | 8.2% |
| 4 | 95380 | 7.9% |
| K | 94753 | 7.9% |
| > | 94753 | 7.9% |
| Other values (14) | 25710 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1204625 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 294753 | ||
| n | 100000 | 8.3% |
| o | 100000 | 8.3% |
| m | 100000 | 8.3% |
| h | 100000 | 8.3% |
| t | 100000 | 8.3% |
| 2 | 99276 | 8.2% |
| 4 | 95380 | 7.9% |
| K | 94753 | 7.9% |
| > | 94753 | 7.9% |
| Other values (14) | 25710 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1204625 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 294753 | ||
| n | 100000 | 8.3% |
| o | 100000 | 8.3% |
| m | 100000 | 8.3% |
| h | 100000 | 8.3% |
| t | 100000 | 8.3% |
| 2 | 99276 | 8.2% |
| 4 | 95380 | 7.9% |
| K | 94753 | 7.9% |
| > | 94753 | 7.9% |
| Other values (14) | 25710 | 2.1% |
MONTANT
Real number (ℝ)
High correlation Missing
| Distinct | 1243 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 35036 |
| Missing (%) | 35.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5472.2378 |
| Minimum | 20 |
|---|---|
| Maximum | 189300 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 250 |
| Q1 | 1000 |
| median | 3000 |
| Q3 | 7250 |
| 95-th percentile | 18500 |
| Maximum | 189300 |
| Range | 189280 |
| Interquartile range (IQR) | 6250 |
Descriptive statistics
| Standard deviation | 6889.3693 |
|---|---|
| Coefficient of variation (CV) | 1.2589675 |
| Kurtosis | 29.65455 |
| Mean | 5472.2378 |
| Median Absolute Deviation (MAD) | 2400 |
| Skewness | 3.5300352 |
| Sum | 3.5549845 × 108 |
| Variance | 47463410 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 500 | 5197 | 5.2% |
| 1000 | 3836 | 3.8% |
| 1500 | 2324 | 2.3% |
| 2000 | 2072 | 2.1% |
| 200 | 1938 | 1.9% |
| 3000 | 1700 | 1.7% |
| 2500 | 1522 | 1.5% |
| 3500 | 1101 | 1.1% |
| 4000 | 1077 | 1.1% |
| 5000 | 971 | 1.0% |
| Other values (1233) | 43226 | |
| (Missing) | 35036 |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| 50 | 12 | < 0.1% |
| 100 | 914 | |
| 114 | 1 | < 0.1% |
| 150 | 98 | 0.1% |
| 200 | 1938 | |
| 248 | 1 | < 0.1% |
| 250 | 389 | 0.4% |
| 300 | 592 | 0.6% |
| Value | Count | Frequency (%) |
| 189300 | 1 | |
| 164500 | 1 | |
| 123500 | 1 | |
| 113200 | 1 | |
| 110900 | 1 | |
| 110000 | 1 | |
| 108000 | 1 | |
| 107250 | 1 | |
| 89700 | 1 | |
| 88700 | 1 |
FREQUENCE_RECH
Real number (ℝ)
High correlation Missing
| Distinct | 103 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 35036 |
| Missing (%) | 35.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.464242 |
| Minimum | 1 |
|---|---|
| Maximum | 114 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 6 |
| Q3 | 15 |
| 95-th percentile | 39 |
| Maximum | 114 |
| Range | 113 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 13.179574 |
|---|---|
| Coefficient of variation (CV) | 1.1496246 |
| Kurtosis | 5.3665077 |
| Mean | 11.464242 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 2.1157598 |
| Sum | 744763 |
| Variance | 173.70118 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 10194 | 10.2% |
| 2 | 6536 | 6.5% |
| 3 | 5255 | 5.3% |
| 4 | 4111 | 4.1% |
| 5 | 3425 | 3.4% |
| 6 | 2979 | 3.0% |
| 7 | 2524 | 2.5% |
| 8 | 2330 | 2.3% |
| 9 | 2033 | 2.0% |
| 10 | 1901 | 1.9% |
| Other values (93) | 23676 | |
| (Missing) | 35036 |
| Value | Count | Frequency (%) |
| 1 | 10194 | |
| 2 | 6536 | |
| 3 | 5255 | |
| 4 | 4111 | |
| 5 | 3425 | 3.4% |
| 6 | 2979 | 3.0% |
| 7 | 2524 | 2.5% |
| 8 | 2330 | 2.3% |
| 9 | 2033 | 2.0% |
| 10 | 1901 | 1.9% |
| Value | Count | Frequency (%) |
| 114 | 1 | < 0.1% |
| 108 | 1 | < 0.1% |
| 102 | 1 | < 0.1% |
| 101 | 2 | |
| 100 | 1 | < 0.1% |
| 99 | 3 | |
| 98 | 2 | |
| 96 | 1 | < 0.1% |
| 95 | 1 | < 0.1% |
| 94 | 1 | < 0.1% |
REVENUE
Real number (ℝ)
High correlation Missing
| Distinct | 13505 |
|---|---|
| Distinct (%) | 20.4% |
| Missing | 33688 |
| Missing (%) | 33.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5458.459 |
| Minimum | 1 |
|---|---|
| Maximum | 165166 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 199 |
| Q1 | 1000 |
| median | 3000 |
| Q3 | 7299 |
| 95-th percentile | 18680.45 |
| Maximum | 165166 |
| Range | 165165 |
| Interquartile range (IQR) | 6299 |
Descriptive statistics
| Standard deviation | 6932.9556 |
|---|---|
| Coefficient of variation (CV) | 1.2701306 |
| Kurtosis | 20.036382 |
| Mean | 5458.459 |
| Median Absolute Deviation (MAD) | 2495 |
| Skewness | 3.1673442 |
| Sum | 3.6196133 × 108 |
| Variance | 48065874 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 500 | 2702 | 2.7% |
| 1000 | 1658 | 1.7% |
| 1500 | 963 | 1.0% |
| 200 | 948 | 0.9% |
| 2000 | 801 | 0.8% |
| 3000 | 633 | 0.6% |
| 2500 | 589 | 0.6% |
| 3500 | 394 | 0.4% |
| 4000 | 391 | 0.4% |
| 100 | 359 | 0.4% |
| Other values (13495) | 56874 | |
| (Missing) | 33688 |
| Value | Count | Frequency (%) |
| 1 | 210 | |
| 2 | 134 | |
| 3 | 8 | < 0.1% |
| 4 | 90 | |
| 5 | 8 | < 0.1% |
| 6 | 49 | < 0.1% |
| 7 | 25 | < 0.1% |
| 8 | 51 | 0.1% |
| 9 | 60 | 0.1% |
| 10 | 124 |
| Value | Count | Frequency (%) |
| 165166 | 1 | |
| 115700 | 1 | |
| 115328 | 1 | |
| 114404 | 1 | |
| 98966 | 1 | |
| 97195 | 1 | |
| 94697 | 1 | |
| 86341 | 1 | |
| 85948 | 1 | |
| 84920 | 1 |
ARPU_SEGMENT
Real number (ℝ)
High correlation Missing
| Distinct | 7191 |
|---|---|
| Distinct (%) | 10.8% |
| Missing | 33688 |
| Missing (%) | 33.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1819.4915 |
| Minimum | 0 |
|---|---|
| Maximum | 55055 |
| Zeros | 210 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 66 |
| Q1 | 333 |
| median | 1000 |
| Q3 | 2433 |
| 95-th percentile | 6227.15 |
| Maximum | 55055 |
| Range | 55055 |
| Interquartile range (IQR) | 2100 |
Descriptive statistics
| Standard deviation | 2310.9829 |
|---|---|
| Coefficient of variation (CV) | 1.2701257 |
| Kurtosis | 20.03648 |
| Mean | 1819.4915 |
| Median Absolute Deviation (MAD) | 832 |
| Skewness | 3.1673591 |
| Sum | 1.2065412 × 108 |
| Variance | 5340641.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 167 | 3097 | 3.1% |
| 333 | 1994 | 2.0% |
| 500 | 1323 | 1.3% |
| 67 | 1067 | 1.1% |
| 667 | 1024 | 1.0% |
| 1000 | 883 | 0.9% |
| 833 | 745 | 0.7% |
| 1167 | 516 | 0.5% |
| 1333 | 502 | 0.5% |
| 33 | 493 | 0.5% |
| Other values (7181) | 54668 | |
| (Missing) | 33688 |
| Value | Count | Frequency (%) |
| 0 | 210 | |
| 1 | 232 | |
| 2 | 82 | 0.1% |
| 3 | 235 | |
| 4 | 128 | |
| 5 | 93 | 0.1% |
| 6 | 54 | 0.1% |
| 7 | 135 | |
| 8 | 38 | < 0.1% |
| 9 | 55 | 0.1% |
| Value | Count | Frequency (%) |
| 55055 | 1 | |
| 38567 | 1 | |
| 38443 | 1 | |
| 38135 | 1 | |
| 32989 | 1 | |
| 32398 | 1 | |
| 31566 | 1 | |
| 28780 | 1 | |
| 28649 | 1 | |
| 28307 | 1 |
FREQUENCE
Real number (ℝ)
High correlation Missing
| Distinct | 91 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 33688 |
| Missing (%) | 33.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.933195 |
| Minimum | 1 |
|---|---|
| Maximum | 91 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 9 |
| Q3 | 19 |
| 95-th percentile | 45 |
| Maximum | 91 |
| Range | 90 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 14.611342 |
|---|---|
| Coefficient of variation (CV) | 1.0486713 |
| Kurtosis | 3.4442569 |
| Mean | 13.933195 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 1.778955 |
| Sum | 923938 |
| Variance | 213.49131 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 7525 | 7.5% |
| 2 | 5358 | 5.4% |
| 3 | 4407 | 4.4% |
| 4 | 3804 | 3.8% |
| 5 | 3319 | 3.3% |
| 6 | 3044 | 3.0% |
| 7 | 2617 | 2.6% |
| 8 | 2411 | 2.4% |
| 9 | 2208 | 2.2% |
| 10 | 2069 | 2.1% |
| Other values (81) | 29550 | |
| (Missing) | 33688 |
| Value | Count | Frequency (%) |
| 1 | 7525 | |
| 2 | 5358 | |
| 3 | 4407 | |
| 4 | 3804 | |
| 5 | 3319 | |
| 6 | 3044 | |
| 7 | 2617 | 2.6% |
| 8 | 2411 | 2.4% |
| 9 | 2208 | 2.2% |
| 10 | 2069 | 2.1% |
| Value | Count | Frequency (%) |
| 91 | 2 | < 0.1% |
| 90 | 3 | < 0.1% |
| 89 | 5 | < 0.1% |
| 88 | 5 | < 0.1% |
| 87 | 13 | |
| 86 | 18 | |
| 85 | 9 | < 0.1% |
| 84 | 12 | |
| 83 | 17 | |
| 82 | 28 |
DATA_VOLUME
Real number (ℝ)
Missing Skewed Zeros
| Distinct | 11414 |
|---|---|
| Distinct (%) | 22.5% |
| Missing | 49213 |
| Missing (%) | 49.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3289.8707 |
| Minimum | 0 |
|---|---|
| Maximum | 737388 |
| Zeros | 14885 |
| Zeros (%) | 14.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 253 |
| Q3 | 2911 |
| 95-th percentile | 14714 |
| Maximum | 737388 |
| Range | 737388 |
| Interquartile range (IQR) | 2911 |
Descriptive statistics
| Standard deviation | 11891.046 |
|---|---|
| Coefficient of variation (CV) | 3.6144418 |
| Kurtosis | 995.90842 |
| Mean | 3289.8707 |
| Median Absolute Deviation (MAD) | 253 |
| Skewness | 24.689549 |
| Sum | 1.6708266 × 108 |
| Variance | 1.4139698 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 14885 | 14.9% |
| 1 | 1920 | 1.9% |
| 2 | 613 | 0.6% |
| 3 | 327 | 0.3% |
| 4 | 267 | 0.3% |
| 1024 | 252 | 0.3% |
| 5 | 238 | 0.2% |
| 1023 | 184 | 0.2% |
| 6 | 171 | 0.2% |
| 7 | 158 | 0.2% |
| Other values (11404) | 31772 | |
| (Missing) | 49213 |
| Value | Count | Frequency (%) |
| 0 | 14885 | |
| 1 | 1920 | 1.9% |
| 2 | 613 | 0.6% |
| 3 | 327 | 0.3% |
| 4 | 267 | 0.3% |
| 5 | 238 | 0.2% |
| 6 | 171 | 0.2% |
| 7 | 158 | 0.2% |
| 8 | 114 | 0.1% |
| 9 | 120 | 0.1% |
| Value | Count | Frequency (%) |
| 737388 | 1 | |
| 636022 | 1 | |
| 560933 | 1 | |
| 510333 | 1 | |
| 490458 | 1 | |
| 467048 | 1 | |
| 448528 | 1 | |
| 434571 | 1 | |
| 413580 | 1 | |
| 395317 | 1 |
ON_NET
Real number (ℝ)
High correlation Missing Zeros
| Distinct | 3488 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 36402 |
| Missing (%) | 36.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 275.28594 |
| Minimum | 0 |
|---|---|
| Maximum | 36687 |
| Zeros | 4926 |
| Zeros (%) | 4.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5 |
| median | 27 |
| Q3 | 158 |
| 95-th percentile | 1355.15 |
| Maximum | 36687 |
| Range | 36687 |
| Interquartile range (IQR) | 153 |
Descriptive statistics
| Standard deviation | 858.22229 |
|---|---|
| Coefficient of variation (CV) | 3.1175668 |
| Kurtosis | 126.43157 |
| Mean | 275.28594 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 8.2102073 |
| Sum | 17507635 |
| Variance | 736545.5 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 4926 | 4.9% |
| 1 | 4379 | 4.4% |
| 2 | 2653 | 2.7% |
| 3 | 1938 | 1.9% |
| 7 | 1907 | 1.9% |
| 8 | 1799 | 1.8% |
| 4 | 1775 | 1.8% |
| 5 | 1481 | 1.5% |
| 6 | 1383 | 1.4% |
| 9 | 950 | 0.9% |
| Other values (3478) | 40407 | |
| (Missing) | 36402 |
| Value | Count | Frequency (%) |
| 0 | 4926 | |
| 1 | 4379 | |
| 2 | 2653 | |
| 3 | 1938 | 1.9% |
| 4 | 1775 | 1.8% |
| 5 | 1481 | 1.5% |
| 6 | 1383 | 1.4% |
| 7 | 1907 | 1.9% |
| 8 | 1799 | 1.8% |
| 9 | 950 | 0.9% |
| Value | Count | Frequency (%) |
| 36687 | 1 | |
| 20837 | 1 | |
| 19586 | 1 | |
| 19074 | 1 | |
| 18485 | 1 | |
| 16927 | 1 | |
| 16216 | 1 | |
| 16033 | 1 | |
| 15467 | 1 | |
| 15351 | 1 |
ORANGE
Real number (ℝ)
High correlation Missing Zeros
| Distinct | 1349 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 41466 |
| Missing (%) | 41.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 95.981686 |
| Minimum | 0 |
|---|---|
| Maximum | 4743 |
| Zeros | 2917 |
| Zeros (%) | 2.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 7 |
| median | 29 |
| Q3 | 99 |
| 95-th percentile | 394 |
| Maximum | 4743 |
| Range | 4743 |
| Interquartile range (IQR) | 92 |
Descriptive statistics
| Standard deviation | 206.35782 |
|---|---|
| Coefficient of variation (CV) | 2.1499708 |
| Kurtosis | 80.690765 |
| Mean | 95.981686 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 6.9749564 |
| Sum | 5618192 |
| Variance | 42583.549 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 3217 | 3.2% |
| 0 | 2917 | 2.9% |
| 2 | 2351 | 2.4% |
| 3 | 1645 | 1.6% |
| 4 | 1524 | 1.5% |
| 5 | 1202 | 1.2% |
| 8 | 1155 | 1.2% |
| 6 | 1034 | 1.0% |
| 7 | 989 | 1.0% |
| 10 | 953 | 1.0% |
| Other values (1339) | 41547 | |
| (Missing) | 41466 |
| Value | Count | Frequency (%) |
| 0 | 2917 | |
| 1 | 3217 | |
| 2 | 2351 | |
| 3 | 1645 | |
| 4 | 1524 | |
| 5 | 1202 | 1.2% |
| 6 | 1034 | 1.0% |
| 7 | 989 | 1.0% |
| 8 | 1155 | 1.2% |
| 9 | 919 | 0.9% |
| Value | Count | Frequency (%) |
| 4743 | 1 | |
| 4525 | 1 | |
| 4484 | 1 | |
| 4430 | 1 | |
| 4273 | 1 | |
| 4187 | 1 | |
| 4050 | 1 | |
| 4041 | 1 | |
| 4027 | 1 | |
| 3930 | 1 |
TIGO
Real number (ℝ)
Missing Zeros
| Distinct | 488 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 59684 |
| Missing (%) | 59.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.627766 |
| Minimum | 0 |
|---|---|
| Maximum | 1739 |
| Zeros | 4446 |
| Zeros (%) | 4.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 6 |
| Q3 | 20 |
| 95-th percentile | 93 |
| Maximum | 1739 |
| Range | 1739 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 58.328777 |
|---|---|
| Coefficient of variation (CV) | 2.5777524 |
| Kurtosis | 176.32164 |
| Mean | 22.627766 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 10.145842 |
| Sum | 912261 |
| Variance | 3402.2462 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 5237 | 5.2% |
| 0 | 4446 | 4.4% |
| 2 | 3348 | 3.3% |
| 3 | 2433 | 2.4% |
| 4 | 1957 | 2.0% |
| 5 | 1612 | 1.6% |
| 6 | 1381 | 1.4% |
| 7 | 1251 | 1.3% |
| 8 | 1091 | 1.1% |
| 9 | 1013 | 1.0% |
| Other values (478) | 16547 | 16.5% |
| (Missing) | 59684 |
| Value | Count | Frequency (%) |
| 0 | 4446 | |
| 1 | 5237 | |
| 2 | 3348 | |
| 3 | 2433 | |
| 4 | 1957 | 2.0% |
| 5 | 1612 | 1.6% |
| 6 | 1381 | 1.4% |
| 7 | 1251 | 1.3% |
| 8 | 1091 | 1.1% |
| 9 | 1013 | 1.0% |
| Value | Count | Frequency (%) |
| 1739 | 1 | |
| 1610 | 1 | |
| 1601 | 1 | |
| 1527 | 1 | |
| 1502 | 1 | |
| 1471 | 1 | |
| 1466 | 1 | |
| 1435 | 1 | |
| 1372 | 1 | |
| 1362 | 1 |
ZONE1
Real number (ℝ)
Missing Zeros
| Distinct | 180 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 92192 |
| Missing (%) | 92.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.5633965 |
| Minimum | 0 |
|---|---|
| Maximum | 1274 |
| Zeros | 2847 |
| Zeros (%) | 2.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 32 |
| Maximum | 1274 |
| Range | 1274 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 32.718917 |
|---|---|
| Coefficient of variation (CV) | 4.3259556 |
| Kurtosis | 368.819 |
| Mean | 7.5633965 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 14.477113 |
| Sum | 59055 |
| Variance | 1070.5276 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 2847 | 2.8% |
| 1 | 1875 | 1.9% |
| 2 | 771 | 0.8% |
| 3 | 442 | 0.4% |
| 4 | 284 | 0.3% |
| 5 | 187 | 0.2% |
| 6 | 131 | 0.1% |
| 7 | 121 | 0.1% |
| 8 | 95 | 0.1% |
| 9 | 85 | 0.1% |
| Other values (170) | 970 | 1.0% |
| (Missing) | 92192 |
| Value | Count | Frequency (%) |
| 0 | 2847 | |
| 1 | 1875 | |
| 2 | 771 | 0.8% |
| 3 | 442 | 0.4% |
| 4 | 284 | 0.3% |
| 5 | 187 | 0.2% |
| 6 | 131 | 0.1% |
| 7 | 121 | 0.1% |
| 8 | 95 | 0.1% |
| 9 | 85 | 0.1% |
| Value | Count | Frequency (%) |
| 1274 | 1 | |
| 597 | 1 | |
| 580 | 1 | |
| 544 | 1 | |
| 523 | 1 | |
| 448 | 1 | |
| 421 | 1 | |
| 413 | 1 | |
| 407 | 1 | |
| 380 | 1 |
ZONE2
Real number (ℝ)
Missing Skewed Zeros
| Distinct | 140 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 93709 |
| Missing (%) | 93.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.587188 |
| Minimum | 0 |
|---|---|
| Maximum | 1346 |
| Zeros | 1909 |
| Zeros (%) | 1.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 5 |
| 95-th percentile | 29 |
| Maximum | 1346 |
| Range | 1346 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 35.586052 |
|---|---|
| Coefficient of variation (CV) | 4.690282 |
| Kurtosis | 693.99864 |
| Mean | 7.587188 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 22.235674 |
| Sum | 47731 |
| Variance | 1266.3671 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1909 | 1.9% |
| 1 | 1238 | 1.2% |
| 2 | 708 | 0.7% |
| 3 | 449 | 0.4% |
| 4 | 319 | 0.3% |
| 5 | 222 | 0.2% |
| 6 | 158 | 0.2% |
| 7 | 156 | 0.2% |
| 8 | 111 | 0.1% |
| 9 | 97 | 0.1% |
| Other values (130) | 924 | 0.9% |
| (Missing) | 93709 |
| Value | Count | Frequency (%) |
| 0 | 1909 | |
| 1 | 1238 | |
| 2 | 708 | 0.7% |
| 3 | 449 | 0.4% |
| 4 | 319 | 0.3% |
| 5 | 222 | 0.2% |
| 6 | 158 | 0.2% |
| 7 | 156 | 0.2% |
| 8 | 111 | 0.1% |
| 9 | 97 | 0.1% |
| Value | Count | Frequency (%) |
| 1346 | 1 | |
| 1316 | 1 | |
| 720 | 1 | |
| 685 | 1 | |
| 593 | 1 | |
| 515 | 1 | |
| 503 | 1 | |
| 487 | 1 | |
| 427 | 1 | |
| 368 | 1 |
| Value | Count | Frequency (%) |
| False | 100000 |
REGULARITY
Real number (ℝ)
High correlation
| Distinct | 62 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.05076 |
| Minimum | 1 |
|---|---|
| Maximum | 62 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 24 |
| Q3 | 51 |
| 95-th percentile | 62 |
| Maximum | 62 |
| Range | 61 |
| Interquartile range (IQR) | 45 |
Descriptive statistics
| Standard deviation | 22.280221 |
|---|---|
| Coefficient of variation (CV) | 0.79428227 |
| Kurtosis | -1.487114 |
| Mean | 28.05076 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.24528904 |
| Sum | 2805076 |
| Variance | 496.40827 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 9266 | 9.3% |
| 62 | 7575 | 7.6% |
| 2 | 5477 | 5.5% |
| 3 | 4001 | 4.0% |
| 4 | 3118 | 3.1% |
| 61 | 3045 | 3.0% |
| 5 | 2582 | 2.6% |
| 60 | 2218 | 2.2% |
| 6 | 2180 | 2.2% |
| 7 | 2041 | 2.0% |
| Other values (52) | 58497 |
| Value | Count | Frequency (%) |
| 1 | 9266 | |
| 2 | 5477 | |
| 3 | 4001 | |
| 4 | 3118 | 3.1% |
| 5 | 2582 | 2.6% |
| 6 | 2180 | 2.2% |
| 7 | 2041 | 2.0% |
| 8 | 1893 | 1.9% |
| 9 | 1724 | 1.7% |
| 10 | 1641 | 1.6% |
| Value | Count | Frequency (%) |
| 62 | 7575 | |
| 61 | 3045 | |
| 60 | 2218 | 2.2% |
| 59 | 1858 | 1.9% |
| 58 | 1659 | 1.7% |
| 57 | 1471 | 1.5% |
| 56 | 1383 | 1.4% |
| 55 | 1235 | 1.2% |
| 54 | 1284 | 1.3% |
| 53 | 1195 | 1.2% |
TOP_PACK
Text
Missing
| Distinct | 88 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 41812 |
| Missing (%) | 41.8% |
| Memory size | 1.5 MiB |
Length
| Max length | 49 |
|---|---|
| Median length | 42 |
| Mean length | 23.213996 |
| Min length | 9 |
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | On net 200F=Unlimited _call24H |
|---|---|
| 2nd row | On-net 500=4000,10d |
| 3rd row | On net 200F=Unlimited _call24H |
| 4th row | Data: 100 F=40MB,24H |
| 5th row | Data: 100 F=40MB,24H |
| Value | Count | Frequency (%) |
| all-net | 18013 | 12.4% |
| 500f=2000f;5d | 14788 | 10.1% |
| net | 12141 | 8.3% |
| on | 11232 | 7.7% |
| 200f=unlimited | 7183 | 4.9% |
| call24h | 7183 | 4.9% |
| 2500f | 6096 | 4.2% |
| data | 5953 | 4.1% |
| data:490f=1gb,7d | 5330 | 3.7% |
| mixt | 4281 | 2.9% |
| Other values (123) | 53585 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 190277 | 14.1% |
| 87597 | 6.5% | |
| l | 81947 | 6.1% |
| F | 78570 | 5.8% |
| t | 75189 | 5.6% |
| n | 68093 | 5.0% |
| 2 | 63352 | 4.7% |
| e | 54693 | 4.0% |
| a | 51758 | 3.8% |
| 5 | 51593 | 3.8% |
| Other values (60) | 547707 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1350776 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 190277 | 14.1% |
| 87597 | 6.5% | |
| l | 81947 | 6.1% |
| F | 78570 | 5.8% |
| t | 75189 | 5.6% |
| n | 68093 | 5.0% |
| 2 | 63352 | 4.7% |
| e | 54693 | 4.0% |
| a | 51758 | 3.8% |
| 5 | 51593 | 3.8% |
| Other values (60) | 547707 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1350776 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 190277 | 14.1% |
| 87597 | 6.5% | |
| l | 81947 | 6.1% |
| F | 78570 | 5.8% |
| t | 75189 | 5.6% |
| n | 68093 | 5.0% |
| 2 | 63352 | 4.7% |
| e | 54693 | 4.0% |
| a | 51758 | 3.8% |
| 5 | 51593 | 3.8% |
| Other values (60) | 547707 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1350776 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 190277 | 14.1% |
| 87597 | 6.5% | |
| l | 81947 | 6.1% |
| F | 78570 | 5.8% |
| t | 75189 | 5.6% |
| n | 68093 | 5.0% |
| 2 | 63352 | 4.7% |
| e | 54693 | 4.0% |
| a | 51758 | 3.8% |
| 5 | 51593 | 3.8% |
| Other values (60) | 547707 |
FREQ_TOP_PACK
Real number (ℝ)
High correlation Missing
| Distinct | 127 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 41812 |
| Missing (%) | 41.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.2166942 |
| Minimum | 1 |
|---|---|
| Maximum | 320 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.5 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 5 |
| Q3 | 12 |
| 95-th percentile | 33 |
| Maximum | 320 |
| Range | 319 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 12.019911 |
|---|---|
| Coefficient of variation (CV) | 1.3041456 |
| Kurtosis | 22.215994 |
| Mean | 9.2166942 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 3.3071448 |
| Sum | 536301 |
| Variance | 144.47826 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 11685 | 11.7% |
| 2 | 7324 | 7.3% |
| 3 | 5411 | 5.4% |
| 4 | 3949 | 3.9% |
| 5 | 3077 | 3.1% |
| 6 | 2648 | 2.6% |
| 7 | 2395 | 2.4% |
| 8 | 2042 | 2.0% |
| 9 | 1806 | 1.8% |
| 10 | 1598 | 1.6% |
| Other values (117) | 16253 | 16.3% |
| (Missing) | 41812 |
| Value | Count | Frequency (%) |
| 1 | 11685 | |
| 2 | 7324 | |
| 3 | 5411 | |
| 4 | 3949 | 3.9% |
| 5 | 3077 | 3.1% |
| 6 | 2648 | 2.6% |
| 7 | 2395 | 2.4% |
| 8 | 2042 | 2.0% |
| 9 | 1806 | 1.8% |
| 10 | 1598 | 1.6% |
| Value | Count | Frequency (%) |
| 320 | 1 | |
| 212 | 1 | |
| 200 | 1 | |
| 156 | 1 | |
| 139 | 1 | |
| 136 | 1 | |
| 134 | 1 | |
| 133 | 1 | |
| 129 | 1 | |
| 127 | 1 |
CHURN
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.5 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 81298 | |
| 1 | 18702 | 18.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 81298 | |
| 1 | 18702 | 18.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 81298 | |
| 1 | 18702 | 18.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 100000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 81298 | |
| 1 | 18702 | 18.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 100000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 81298 | |
| 1 | 18702 | 18.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 100000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 81298 | |
| 1 | 18702 | 18.7% |
Interactions
Correlations
| ARPU_SEGMENT | CHURN | DATA_VOLUME | FREQUENCE | FREQUENCE_RECH | FREQ_TOP_PACK | MONTANT | ON_NET | ORANGE | REGION | REGULARITY | REVENUE | TENURE | TIGO | ZONE1 | ZONE2 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ARPU_SEGMENT | 1.000 | 0.051 | 0.384 | 0.880 | 0.880 | 0.818 | 0.987 | 0.519 | 0.682 | 0.032 | 0.715 | 1.000 | 0.021 | 0.457 | 0.224 | 0.320 |
| CHURN | 0.051 | 1.000 | 0.000 | 0.147 | 0.116 | 0.037 | 0.038 | 0.022 | 0.026 | 0.028 | 0.561 | 0.051 | 0.045 | 0.010 | 0.000 | 0.023 |
| DATA_VOLUME | 0.384 | 0.000 | 1.000 | 0.326 | 0.294 | 0.225 | 0.374 | -0.102 | -0.022 | 0.012 | 0.299 | 0.384 | 0.048 | -0.012 | -0.027 | -0.001 |
| FREQUENCE | 0.880 | 0.147 | 0.326 | 1.000 | 0.951 | 0.868 | 0.870 | 0.437 | 0.530 | 0.052 | 0.690 | 0.880 | 0.008 | 0.338 | 0.087 | 0.201 |
| FREQUENCE_RECH | 0.880 | 0.116 | 0.294 | 0.951 | 1.000 | 0.895 | 0.887 | 0.477 | 0.564 | 0.047 | 0.679 | 0.880 | 0.005 | 0.363 | 0.089 | 0.193 |
| FREQ_TOP_PACK | 0.818 | 0.037 | 0.225 | 0.868 | 0.895 | 1.000 | 0.813 | 0.439 | 0.539 | 0.026 | 0.596 | 0.818 | 0.000 | 0.352 | 0.097 | 0.076 |
| MONTANT | 0.987 | 0.038 | 0.374 | 0.870 | 0.887 | 0.813 | 1.000 | 0.509 | 0.671 | 0.028 | 0.706 | 0.987 | 0.022 | 0.453 | 0.219 | 0.315 |
| ON_NET | 0.519 | 0.022 | -0.102 | 0.437 | 0.477 | 0.439 | 0.509 | 1.000 | 0.554 | 0.012 | 0.521 | 0.519 | 0.000 | 0.365 | 0.080 | -0.011 |
| ORANGE | 0.682 | 0.026 | -0.022 | 0.530 | 0.564 | 0.539 | 0.671 | 0.554 | 1.000 | 0.022 | 0.460 | 0.682 | 0.000 | 0.473 | 0.132 | 0.066 |
| REGION | 0.032 | 0.028 | 0.012 | 0.052 | 0.047 | 0.026 | 0.028 | 0.012 | 0.022 | 1.000 | 0.034 | 0.032 | 0.024 | 0.007 | 0.006 | 0.000 |
| REGULARITY | 0.715 | 0.561 | 0.299 | 0.690 | 0.679 | 0.596 | 0.706 | 0.521 | 0.460 | 0.034 | 1.000 | 0.715 | 0.015 | 0.324 | 0.060 | 0.051 |
| REVENUE | 1.000 | 0.051 | 0.384 | 0.880 | 0.880 | 0.818 | 0.987 | 0.519 | 0.682 | 0.032 | 0.715 | 1.000 | 0.021 | 0.457 | 0.224 | 0.320 |
| TENURE | 0.021 | 0.045 | 0.048 | 0.008 | 0.005 | 0.000 | 0.022 | 0.000 | 0.000 | 0.024 | 0.015 | 0.021 | 1.000 | 0.010 | 0.000 | 0.135 |
| TIGO | 0.457 | 0.010 | -0.012 | 0.338 | 0.363 | 0.352 | 0.453 | 0.365 | 0.473 | 0.007 | 0.324 | 0.457 | 0.010 | 1.000 | 0.073 | 0.022 |
| ZONE1 | 0.224 | 0.000 | -0.027 | 0.087 | 0.089 | 0.097 | 0.219 | 0.080 | 0.132 | 0.006 | 0.060 | 0.224 | 0.000 | 0.073 | 1.000 | 0.089 |
| ZONE2 | 0.320 | 0.023 | -0.001 | 0.201 | 0.193 | 0.076 | 0.315 | -0.011 | 0.066 | 0.000 | 0.051 | 0.320 | 0.135 | 0.022 | 0.089 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| user_id | REGION | TENURE | MONTANT | FREQUENCE_RECH | REVENUE | ARPU_SEGMENT | FREQUENCE | DATA_VOLUME | ON_NET | ORANGE | TIGO | ZONE1 | ZONE2 | MRG | REGULARITY | TOP_PACK | FREQ_TOP_PACK | CHURN | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 566939 | 4361fb4fad11445ce7ec1ee054f41de5deba6fef | DAKAR | K > 24 month | 4200.0 | 8.0 | 4199.0 | 1400.0 | 14.0 | 1.0 | 314.0 | 132.0 | NaN | NaN | NaN | NO | 20 | On net 200F=Unlimited _call24H | 3.0 | 0 |
| 620796 | 49c7c0d15acb8c92f9f4d8d3342385e996a9d292 | SAINT-LOUIS | K > 24 month | 1000.0 | 2.0 | 1000.0 | 333.0 | 2.0 | NaN | 59.0 | 3.0 | NaN | NaN | NaN | NO | 17 | On-net 500=4000,10d | 1.0 | 0 |
| 299703 | 23b4832c1ebee58bfdd2cc0c3886523d93f03c97 | NaN | K > 24 month | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NO | 2 | NaN | NaN | 1 |
| 1051494 | 7d0e2093cc4ca7fa9c50d68b539922a26a85306e | KOLDA | K > 24 month | 5300.0 | 15.0 | 5150.0 | 1717.0 | 18.0 | NaN | 1482.0 | 88.0 | NaN | NaN | NaN | NO | 50 | On net 200F=Unlimited _call24H | 7.0 | 0 |
| 527353 | 3eac0fdfcf454d2857f26b6d41479033b7bb7366 | TAMBACOUNDA | K > 24 month | 200.0 | 1.0 | 399.0 | 133.0 | 3.0 | 32.0 | 7.0 | 0.0 | NaN | NaN | NaN | NO | 39 | Data: 100 F=40MB,24H | 1.0 | 0 |
| 187702 | 165f5bd67fcc3ed031fb1ae50ccb90c01c1ff339 | DAKAR | K > 24 month | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NO | 16 | NaN | NaN | 0 |
| 54464 | 068e09f016f74ad22f99b9497522c2c5579f2570 | MATAM | K > 24 month | 1100.0 | 7.0 | 1101.0 | 367.0 | 7.0 | 82.0 | 1.0 | 1.0 | NaN | NaN | NaN | NO | 38 | Data: 100 F=40MB,24H | 3.0 | 0 |
| 509976 | 3c9ebe75b00b7c98d8c2ded26b8f8575f268610a | SAINT-LOUIS | K > 24 month | 2050.0 | 15.0 | 1984.0 | 661.0 | 16.0 | NaN | 5.0 | 5.0 | 3.0 | NaN | NaN | NO | 49 | NaN | NaN | 0 |
| 1607660 | bf0c3bad13eaf507899eace9553b2abba18c5056 | NaN | K > 24 month | NaN | NaN | 20.0 | 7.0 | 2.0 | NaN | NaN | NaN | NaN | NaN | NaN | NO | 19 | NaN | NaN | 0 |
| 229183 | 1b4fae58ab8265065cf8fad756403468c5849b35 | NaN | K > 24 month | 6000.0 | 2.0 | 5670.0 | 1890.0 | 3.0 | 1094.0 | NaN | 77.0 | 3.0 | NaN | 2.0 | NO | 10 | All-net 1000=5000;5d | 1.0 | 1 |
| user_id | REGION | TENURE | MONTANT | FREQUENCE_RECH | REVENUE | ARPU_SEGMENT | FREQUENCE | DATA_VOLUME | ON_NET | ORANGE | TIGO | ZONE1 | ZONE2 | MRG | REGULARITY | TOP_PACK | FREQ_TOP_PACK | CHURN | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1646772 | c3aab75c6b7be051c7cd6582e9b484101644f548 | THIES | K > 24 month | 5700.0 | 12.0 | 6146.0 | 2049.0 | 16.0 | NaN | 139.0 | 89.0 | 10.0 | NaN | NaN | NO | 53 | All-net 500F=2000F;5d | 10.0 | 0 |
| 842161 | 64243eae2e904f8dc20a60a744cb885d94540257 | THIES | K > 24 month | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NO | 15 | NaN | NaN | 0 |
| 288566 | 22615e522724aafb81ca67e11643c102e682f740 | MATAM | K > 24 month | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NO | 11 | NaN | NaN | 0 |
| 1668519 | c6452d84050d34261da482c4d2d4dba71a67a795 | LOUGA | K > 24 month | 7000.0 | 11.0 | 7008.0 | 2336.0 | 17.0 | 15755.0 | 1.0 | 44.0 | NaN | 0.0 | 0.0 | NO | 62 | Data:490F=1GB,7d | 7.0 | 0 |
| 640153 | 4c153b4b4f20e940818777dfb4c257d0f2a183e5 | NaN | K > 24 month | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NO | 1 | NaN | NaN | 1 |
| 1773205 | d2bb40ff9411348ccfcd49b2ee69d6714c3a5448 | NaN | K > 24 month | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NO | 1 | NaN | NaN | 1 |
| 671941 | 4fd85ca8877d2236dd50cdaca81648eaaf603769 | NaN | G 12-15 month | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NO | 1 | NaN | NaN | 1 |
| 654329 | 4dc4972bd9a36a0fd32d69c9b0c28814478146fb | DAKAR | K > 24 month | 6200.0 | 8.0 | 6190.0 | 2063.0 | 10.0 | 12529.0 | 265.0 | 97.0 | 2.0 | NaN | NaN | NO | 48 | Data:1000F=2GB,30d | 4.0 | 0 |
| 86055 | 0a48f6f865c3260613e81c99d24e1a5c554462ec | SAINT-LOUIS | K > 24 month | 500.0 | 1.0 | 348.0 | 116.0 | 3.0 | NaN | NaN | 2.0 | 0.0 | NaN | NaN | NO | 4 | NaN | NaN | 0 |
| 1986480 | ec19bf149fb182aab27b75e9f6d0ac3ec118c9ca | ZIGUINCHOR | K > 24 month | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NO | 3 | NaN | NaN | 0 |